# Introduction:
Department

Here are preliminary results of the bibliometric mapping of the 2022 Luxembourg research evaluation. Its purpose is:

The method for the research-field-mapping can be reiviewed here:

Rakas, M., & Hain, D. S. (2019). The state of innovation system research: What happens beneath the surface?. Research Policy, 48(9), 103787.

Topic modelling

Topics by topwords

Topics over time

Knowledge Bases: Co-Citation network analysis

Note: This analysis refers the co-citation analysis, where the cited references and not the original publications are the unit of analysis. See tab Technical descriptionfor additional explanations

Knowledge Bases summary

Main Indicators

In order to partition networks into components or clusters, we deploy a community detection technique based on the Lovain Algorithm (Blondel et al., 2008). The Lovain Algorithm is a heuristic method that attempts to optimize the modularity of communities within a network by maximizing within- and minimizing between-community connectivity. We identify the following communities = knowledge bases.

com name dgr_int dgr
Knowledge Base 1: KB 1
1 CERVERO R. KOCKELMAN K. TRAVEL DEMAND AND THE 3DS: DENSITY DIVERSITY AND DESIGN (1997) 4342 4875
1 EWING R. CERVERO R. TRAVEL AND THE BUILT ENVIRONMENT: A META-ANALYSIS (2010) 3100 3565
1 MOKHTARIAN P.L. CAO X. EXAMINING THE IMPACTS OF RESIDENTIAL SELF-SELECTION ON TRAVEL BEHAVIOR: A FOCUS ON METHODOLOGIES (2008) 2138 2382
1 EWING R. CERVERO R. TRAVEL AND THE BUILT ENVIRONMENT (2010) 2091 2345
1 SAELENS B.E. HANDY S.L. BUILT ENVIRONMENT CORRELATES OF WALKING: A REVIEW (2008) 1964 2262
1 EWING R. CERVERO R. TRAVEL AND THE BUILT ENVIRONMENT: A SYNTHESIS (2001) 1904 2172
1 HANDY S. CAO X. MOKHTARIAN P. CORRELATION OR CAUSALITY BETWEEN THE BUILT ENVIRONMENT AND TRAVEL BEHAVIOR? EVIDENCE FROM NORTHERN CALIFORNIA (2005) 1800 2046
1 SAELENS B.E. SALLIS J.F. FRANK L.D. ENVIRONMENTAL CORRELATES OF WALKING AND CYCLING: FINDINGS FROM THE TRANSPORTATION URBAN DESIGN AND PLANNING LIT… 1744 2048
1 CAO X. MOKHTARIAN P.L. HANDY S.L. EXAMINING THE IMPACTS OF RESIDENTIAL SELF-SELECTION ON TRAVEL BEHAVIOUR: A FOCUS ON EMPIRICAL FINDINGS (2009) 1475 1860
1 BHAT C.R. GUO J.Y. A COMPREHENSIVE ANALYSIS OF BUILT ENVIRONMENT CHARACTERISTICS ON HOUSEHOLD RESIDENTIAL CHOICE AND AUTO OWNERSHIP LEVELS (2007) 1241 1287
Knowledge Base 2: KB 2
2 SETO K.C. GÜNERALP B. HUTYRA L.R. GLOBAL FORECASTS OF URBAN EXPANSION TO 2030 AND DIRECT IMPACTS ON BIODIVERSITY AND CARBON POOLS (2012) 1545 1854
2 SETO K.C. FRAGKIAS M. GÜNERALP B. REILLY M.K. A META-ANALYSIS OF GLOBAL URBAN LAND EXPANSION (2011) 1065 1192
2 LI X. ZHOU W. OUYANG Z. FORTY YEARS OF URBAN EXPANSION IN BEIJING: WHAT IS THE RELATIVE IMPORTANCE OF PHYSICAL SOCIOECONOMIC AND NEIGHBORHOOD FACTO… 827 983
2 SCHNEIDER A. WOODCOCK C.E. COMPACT DISPERSED FRAGMENTED EXTENSIVE? A COMPARISON OF URBAN GROWTH IN TWENTY-FIVE GLOBAL CITIES USING REMOTELY SENSED … 696 805
2 GRIMM N.B. FAETH S.H. GOLUBIEWSKI N.E. REDMAN C.L. WU J. BAI X. BRIGGS J.M. GLOBAL CHANGE AND THE ECOLOGY OF CITIES (2008) 656 730
2 SETO K.C. GUNERALP B. HUTYRA L.R. GLOBAL FORECASTS OF URBAN EXPANSION TO 2030 AND DIRECT IMPACTS ON BIODIVERSITY AND CARBON POOLS (2012) 588 683
2 GALSTER G. HANSON R. RATCLIFFE M.R. WOLMAN H. COLEMAN S. FREIHAGE J. WRESTLING SPRAWL TO THE GROUND: DEFINING AND MEASURING AN ELUSIVE CONCEPT (2001) 563 642
2 ANGEL S. PARENT J. CIVCO D.L. BLEI A. POTERE D. THE DIMENSIONS OF GLOBAL URBAN EXPANSION: ESTIMATES AND PROJECTIONS FOR ALL COUNTRIES 2000–2050 (2011) 461 501
2 BHATTA B. SARASWATI S. BANDYOPADHYAY D. URBAN SPRAWL MEASUREMENT FROM REMOTE SENSING DATA (2010) 374 406
2 JIAO L. URBAN LAND DENSITY FUNCTION: A NEW METHOD TO CHARACTERIZE URBAN EXPANSION (2015) 369 414
Knowledge Base 3: KB 3
3 SMITH N. (1996) 2057 2060
3 SMITH N. TOWARD A THEORY OF GENTRIFICATION: A BACK TO THE CITY MOVEMENT BY CAPITAL NOT PEOPLE (1979) 1158 1170
3 SMITH N. NEW GLOBALISM NEW URBANISM: GENTRIFICATION AS GLOBAL URBAN STRATEGY (2002) 1137 1140
3 HACKWORTH J. SMITH N. THE CHANGING STATE OF GENTRIFICATION (2001) 979 979
3 LEES L. SLATER T. WYLY E. (2008) 952 955
3 FREEMAN L. DISPLACEMENT OR SUCCESSION? RESIDENTIAL MOBILITY IN GENTRIFYING NEIGHBORHOODS (2005) 878 881
3 LEY D. (1996) 826 839
3 SLATER T. THE EVICTION OF CRITICAL PERSPECTIVES FROM GENTRIFICATION RESEARCH (2006) 743 743
3 MARCUSE P. GENTRIFICATION ABANDONMENT AND DISPLACEMENT: CONNECTIONS CAUSES AND POLICY RESPONSES IN NEW YORK CITY (1985) 588 588
3 NEWMAN K. WYLY E.K. THE RIGHT TO STAY PUT REVISITED: GENTRIFICATION AND RESISTANCE TO DISPLACEMENT IN NEW YORK CITY (2006) 580 580
Knowledge Base 4: KB 4
4 JANSSEN I. LEBLANC A.G. SYSTEMATIC REVIEW OF THE HEALTH BENEFITS OF PHYSICAL ACTIVITY AND FITNESS IN SCHOOL-AGED CHILDREN AND YOUTH (2010) 2411 2495
4 HALLAL P.C. ANDERSEN L.B. BULL F.C. GUTHOLD R. HASKELL W. EKELUND U. GLOBAL PHYSICAL ACTIVITY LEVELS: SURVEILLANCE PROGRESS PITFALLS AND PROSPECTS … 1312 1616
4 SALLIS J.F. CERVERO R.B. ASCHER W. HENDERSON K.A. KRAFT M.K. KERR J. AN ECOLOGICAL APPROACH TO CREATING ACTIVE LIVING COMMUNITIES (2006) 976 1758
4 EVENSON K.R. CATELLIER D.J. GILL K. ONDRAK K.S. MCMURRAY R.G. CALIBRATION OF TWO OBJECTIVE MEASURES OF PHYSICAL ACTIVITY FOR CHILDREN (2008) 843 869
4 SALLIS J.F. PROCHASKA J.J. TAYLOR W.C. A REVIEW OF CORRELATES OF PHYSICAL ACTIVITY OF CHILDREN AND ADOLESCENTS (2000) 740 789
4 BEETS M.W. CARDINAL B.J. ALDERMAN B.L. PARENTAL SOCIAL SUPPORT AND THE PHYSICAL ACTIVITY-RELATED BEHAVIORS OF YOUTH: A REVIEW (2010) 502 510
4 DUMITH S.C. GIGANTE D.P. DOMINGUES M.R. KOHL H.W. PHYSICAL ACTIVITY CHANGE DURING ADOLESCENCE: A SYSTEMATIC REVIEW AND A POOLED ANALYSIS (2011) 431 434
4 GUSTAFSON S.L. RHODES R.E. PARENTAL CORRELATES OF PHYSICAL ACTIVITY IN CHILDREN AND EARLY ADOLESCENTS (2006) 349 355
4 TELAMA R. TRACKING OF PHYSICAL ACTIVITY FROM CHILDHOOD TO ADULTHOOD: A REVIEW (2009) 327 339
4 TROST S.G. LOPRINZI P.D. MOORE R. PFEIFFER K.A. COMPARISON OF ACCELEROMETER CUT POINTS FOR PREDICTING ACTIVITY INTENSITY IN YOUTH (2011) 318 321
Knowledge Base 5: KB 5
5 BETTENCOURT L.M.A. THE ORIGINS OF SCALING IN CITIES (2013) 992 1013
5 BATTY M. THE SIZE SCALE AND SHAPE OF CITIES (2008) 749 912
5 ALONSO W. (1964) 730 803
5 MILLS E.S. AN AGGREGATIVE MODEL OF RESOURCE ALLOCATION IN A METROPOLITAN AREA (1967) 656 672
5 BETTENCOURT L.M.A. LOBO J. HELBING D. KÜHNERT C. WEST G.B. GROWTH INNOVATION SCALING AND THE PACE OF LIFE IN CITIES (2007) 574 599
5 ARCAUTE E. HATNA E. FERGUSON P. YOUN H. JOHANSSON A. BATTY M. CONSTRUCTING CITIES DECONSTRUCTING SCALING LAWS (2015) 564 570
5 GABAIX X. ZIPF’S LAW FOR CITIES: AN EXPLANATION (1999) 551 557
5 EECKHOUT J. GIBRAT’S LAW FOR (ALL) 483 483
5 ROZENFELD H.D. RYBSKI D. GABAIX X. MAKSE H.A. THE AREA AND POPULATION OF CITIES: NEW INSIGHTS FROM A DIFFERENT PERSPECTIVE ON CITIES (2011) 429 459
5 BATTY M. (2013) 355 412
Knowledge Base 6: KB 6
6 WU F. CALIBRATION OF STOCHASTIC CELLULAR AUTOMATA: THE APPLICATION TO RURAL-URBAN LAND CONVERSIONS (2002) 1239 1299
6 CLARKE K.C. HOPPEN S. GAYDOS L. A SELF-MODIFYING CELLULAR AUTOMATON MODEL OF HISTORICAL URBANIZATION IN THE SAN FRANCISCO BAY AREA (1997) 1108 1190
6 CLARKE K.C. GAYDOS L.J. LOOSE-COUPLING A CELLULAR AUTOMATON MODEL AND GIS: LONG-TERM URBAN GROWTH PREDICTION FOR SAN FRANCISCO AND WASHINGTON/BALTI… 1069 1209
6 BATTY M. XIE Y. SUN Z. MODELING URBAN DYNAMICS THROUGH GIS-BASED CELLULAR AUTOMATA (1999) 884 928
6 PIJANOWSKI B.C. BROWN D.G. SHELLITO B.A. MANIK G.A. USING NEURAL NETWORKS AND GIS TO FORECAST LAND USE CHANGES: A LAND TRANSFORMATION MODEL (2002) 829 881
6 WHITE R. ENGELEN G. CELLULAR AUTOMATA AND FRACTAL URBAN FORM: A CELLULAR MODELLING APPROACH TO THE EVOLUTION OF URBAN LAND-USE PATTERNS (1993) 628 658
6 WU F. WEBSTER C.J. SIMULATION OF LAND DEVELOPMENT THROUGH THE INTEGRATION OF CELLULAR AUTOMATA AND MULTICRITERIA EVALUATION (1998) 545 555
6 YANG Q. LI X. SHI X. CELLULAR AUTOMATA FOR SIMULATING LAND USE CHANGES BASED ON SUPPORT VECTOR MACHINES (2008) 543 556
6 TAYYEBI A. PIJANOWSKI B.C. MODELING MULTIPLE LAND USE CHANGES USING ANN CART AND MARS: COMPARING TRADEOFFS IN GOODNESS OF FIT AND EXPLANATORY POWER… 535 581
6 SANTÉ I. GARCÍA A.M. MIRANDA D. CRECENTE R. CELLULAR AUTOMATA MODELS FOR THE SIMULATION OF REAL-WORLD URBAN PROCESSES: A REVIEW AND ANALYSIS (2010) 534 567
Knowledge Base 7: KB 7
7 OLSSON L.E. GÄRLING T. ETTEMA D. FRIMAN M. FUJII S. HAPPINESS AND SATISFACTION WITH WORK COMMUTE (2013) 2117 2303
7 DE VOS J. SCHWANEN T. VAN ACKER V. WITLOX F. TRAVEL AND SUBJECTIVE WELL-BEING: A FOCUS ON FINDINGS METHODS AND FUTURE RESEARCH NEEDS (2013) 1972 2212
7 ST-LOUIS E. MANAUGH K. VAN LIEROP D. EL-GENEIDY A. THE HAPPY COMMUTER: A COMPARISON OF COMMUTER SATISFACTION ACROSS MODES (2014) 1912 2139
7 ETTEMA D. GÄRLING T. ERIKSSON L. FRIMAN M. OLSSON L.E. FUJII S. SATISFACTION WITH TRAVEL AND SUBJECTIVE WELL-BEING: DEVELOPMENT AND TEST OF A MEASU… 1846 2020
7 ETTEMA D. GÄRLING T. OLSSON L.E. FRIMAN M. OUT-OF-HOME ACTIVITIES DAILY TRAVEL AND SUBJECTIVE WELL-BEING (2010) 1687 1808
7 DE VOS J. MOKHTARIAN P.L. SCHWANEN T. VAN ACKER V. WITLOX F. TRAVEL MODE CHOICE AND TRAVEL SATISFACTION: BRIDGING THE GAP BETWEEN DECISION UTILITY … 1609 1939
7 YE R. TITHERIDGE H. SATISFACTION WITH THE COMMUTE: THE ROLE OF TRAVEL MODE CHOICE BUILT ENVIRONMENT AND ATTITUDES (2017) 1506 1729
7 MORRIS E.A. GUERRA E. MOOD AND MODE: DOES HOW WE TRAVEL AFFECT HOW WE FEEL? (2015) 1394 1553
7 FRIMAN M. FUJII S. ETTEMA D. GÄRLING T. OLSSON L.E. PSYCHOMETRIC ANALYSIS OF THE SATISFACTION WITH TRAVEL SCALE (2013) 1373 1539
7 ETTEMA D. FRIMAN M. GÄRLING T. OLSSON L.E. FUJII S. HOW IN-VEHICLE ACTIVITIES AFFECT WORK COMMUTERS’ SATISFACTION WITH PUBLIC TRANSPORT (2012) 1006 1062
Knowledge Base 8: KB 8
8 AJZEN I. THE THEORY OF PLANNED BEHAVIOR (1991) 1188 2336
8 HEINEN E. VAN WEE B. MAAT K. COMMUTING BY BICYCLE: AN OVERVIEW OF THE LITERATURE (2010) 692 855
8 STEG L. CAR USE: LUST AND MUST. INSTRUMENTAL SYMBOLIC AND AFFECTIVE MOTIVES FOR CAR USE (2005) 547 995
8 BAMBERG S. AJZEN I. SCHMIDT P. CHOICE OF TRAVEL MODE IN THE THEORY OF PLANNED BEHAVIOR: THE ROLES OF PAST BEHAVIOR HABIT AND REASONED ACTION (2003) 499 617
8 PUCHER J. DILL J. HANDY S. INFRASTRUCTURE PROGRAMS AND POLICIES TO INCREASE BICYCLING: AN INTERNATIONAL REVIEW (2010) 486 720
8 HEINEN E. MAAT K. VAN WEE B. THE ROLE OF ATTITUDES TOWARD CHARACTERISTICS OF BICYCLE COMMUTING ON THE CHOICE TO CYCLE TO WORK OVER VARIOUS DISTANCE… 475 687
8 DILL J. VOROS K. FACTORS AFFECTING BICYCLING DEMAND: INITIAL SURVEY FINDINGS FROM THE PORTLAND OREGON REGION (2007) 356 408
8 GATERSLEBEN B. APPLETON K.M. CONTEMPLATING CYCLING TO WORK: ATTITUDES AND PERCEPTIONS IN DIFFERENT STAGES OF CHANGE (2007) 352 382
8 PUCHER J. BUEHLER R. MAKING CYCLING IRRESISTIBLE: LESSONS FROM THE NETHERLANDS DENMARK AND GERMANY (2008) 343 510
8 GÄRLING T. AXHAUSEN K.W. INTRODUCTION: HABITUAL TRAVEL CHOICE (2003) 307 589

Development of Knowledge Bases

Technical description

In a co-cittion network, the strength of the relationship between a reference pair \(m\) and \(n\) (\(s_{m,n}^{coc}\)) is expressed by the number of publications \(C\) which are jointly citing reference \(m\) and \(n\).

\[s_{m,n}^{coc} = \sum_i c_{i,m} c_{i,n}\]

The intuition here is that references which are frequently cited together are likely to share commonalities in theory, topic, methodology, or context. It can be interpreted as a measure of similarity as evaluated by other researchers that decide to jointly cite both references. Because the publication process is time-consuming, co-citation is a backward-looking measure, which is appropriate to map the relationship between core literature of a field.

Research Areas: Bibliographic coupling analysis

Research Areas main summary

This is arguably the more interesting part. Here, we identify the literature’s current knowledge frontier by carrying out a bibliographic coupling analysis of the publications in our corpus. This measure uses bibliographical information of publications to establish a similarity relationship between them. Again, method details to be found in the tab Technical description. As you will see, we identify the main research area, but also a set of adjacent research areas with some theoretical/methodological/application overlap.

Main Characteristics

To identify communities in the field’s knowledge frontier (labeled research areas) we again use the Lovain Algorithm (Blondel et al., 2008). We identify the following communities = research areas.

Categorization

I up to now gain only provide the 10 most central articles, which can be used to classify them

com_name AU PY TI dgr_int TC TC_year
Research Area 1: RA 1
RA 1 LIU X;LIANG X;LI X;XU … 2017 A FUTURE LAND USE SIMULATION MODEL (FLUS) FOR SIMULATING MULTIPLE LAND USE SCENARIOS BY COUPLING HUMAN AND NATURAL EFFECTS 3.5472303 475 95.000000
RA 1 LI X;CHEN G;LIU X;LIAN… 2017 A NEW GLOBAL LAND-USE AND LAND-COVER CHANGE PRODUCT AT A 1-KM RESOLUTION FOR 2010 TO 2100 BASED ON HUMAN–ENVIRONMENT INTER… 4.1961254 176 35.200000
RA 1 LI G;SUN S;FANG C 2018 THE VARYING DRIVING FORCES OF URBAN EXPANSION IN CHINA: INSIGHTS FROM A SPATIAL-TEMPORAL ANALYSIS 4.4675806 138 34.500000
RA 1 MUSTAFA A;HEPPENSTALL … 2018 MODELLING BUILT-UP EXPANSION AND DENSIFICATION WITH MULTINOMIAL LOGISTIC REGRESSION, CELLULAR AUTOMATA AND GENETIC ALGORITHM 6.2286505 87 21.750000
RA 1 SONG X-P;SEXTON JO;HUA… 2016 CHARACTERIZING THE MAGNITUDE, TIMING AND DURATION OF URBAN GROWTH FROM TIME SERIES OF LANDSAT-BASED ESTIMATES OF IMPERVIOU… 3.0767900 174 29.000000
RA 1 ESTOQUE RC;MURAYAMA Y;… 2017 EFFECTS OF LANDSCAPE COMPOSITION AND PATTERN ON LAND SURFACE TEMPERATURE: AN URBAN HEAT ISLAND STUDY IN THE MEGACITIES OF … 1.0528092 469 93.800000
RA 1 ZHOU D;ZHANG L;LI D;HU… 2016 CLIMATE-VEGETATION CONTROL ON THE DIURNAL AND SEASONAL VARIATIONS OF SURFACE URBAN HEAT ISLANDS IN CHINA 5.1191663 86 14.333333
RA 1 ZHANG Q;SU S 2016 DETERMINANTS OF URBAN EXPANSION AND THEIR RELATIVE IMPORTANCE: A COMPARATIVE ANALYSIS OF 30 MAJOR METROPOLITANS IN CHINA 4.3383766 99 16.500000
RA 1 LIANG X;LIU X;LI X;CHE… 2018 DELINEATING MULTI-SCENARIO URBAN GROWTH BOUNDARIES WITH A CA-BASED FLUS MODEL AND MORPHOLOGICAL METHOD 2.8220785 148 37.000000
RA 1 ZHOU D;ZHANG L;HAO L;S… 2016 SPATIOTEMPORAL TRENDS OF URBAN HEAT ISLAND EFFECT ALONG THE URBAN DEVELOPMENT INTENSITY GRADIENT IN CHINA 3.8046888 107 17.833333
Research Area 2: RA 2
RA 2 DESGEORGES MM;NAZARE J… 2021 PERCEPTIONS OF THE ENVIRONMENT MODERATE THE EFFECTS OF OBJECTIVELY-MEASURED BUILT ENVIRONMENT ATTRIBUTES ON ACTIVE TRANSPO… 3.5858321 2 2.000000
RA 2 HOOK H;DE VOS J;VAN AC… 2021 DOES UNDIRECTED TRAVEL COMPENSATE FOR REDUCED DIRECTED TRAVEL DURING LOCKDOWN? 2.7010172 8 8.000000
RA 2 VAN ACKER V 2020 URBAN FORM AND TRAVEL BEHAVIOR: THE INTERPLAY WITH RESIDENTIAL SELF-SELECTION AND RESIDENTIAL DISSONANCE 4.8898665 2 1.000000
RA 2 VAN ACKER V;MULLEY C;HO L 2019 IMPACT OF CHILDHOOD EXPERIENCES ON PUBLIC TRANSPORT TRAVEL BEHAVIOUR 11.3399264 6 2.000000
RA 2 CHAIX B;BENMARHNIA T;K… 2019 COMBINING SENSOR TRACKING WITH A GPS-BASED MOBILITY SURVEY TO BETTER MEASURE PHYSICAL ACTIVITY IN TRIPS: PUBLIC TRANSPORT … 0.3175974 10 3.333333
RA 2 ZARABI Z;GERBER P;LORD S 2019 TRAVEL SATISFACTION VS. LIFE SATISFACTION: A WEIGHTED DECISION-MAKING APPROACH 4.7700683 13 4.333333
RA 2 PERCHOUX C;CHAIX B;KES… 2019 ACTIVITY SPACES IN PLACE AND HEALTH RESEARCH: NOVEL EXPOSURE MEASURES, DATA COLLECTION TOOLS, AND DESIGNS 0.2162843 7 2.333333
RA 2 PERCHOUX C;BRONDEEL R;… 2019 WALKING, TRIP PURPOSE, AND EXPOSURE TO MULTIPLE ENVIRONMENTS: A CASE STUDY OF OLDER ADULTS IN LUXEMBOURG 3.5824740 22 7.333333
RA 2 UEBERHAM M;SCHLINK U;D… 2019 CYCLISTS’ MULTIPLE ENVIRONMENTAL URBAN EXPOSURES-COMPARING SUBJECTIVE AND OBJECTIVE MEASUREMENTS 0.0801325 17 5.666667
RA 2 BRONDEEL R;WASFI R;PER… 2019 IS OLDER ADULTS’ PHYSICAL ACTIVITY DURING TRANSPORT COMPENSATED DURING OTHER ACTIVITIES? COMPARING 4 STUDY COHORTS USING G… 0.2315006 8 2.666667
Research Area 3: RA 3
RA 3 WACHSMUTH D;WEISLER A 2018 AIRBNB AND THE RENT GAP: GENTRIFICATION THROUGH THE SHARING ECONOMY 4.4321133 312 78.000000
RA 3 SLATER T 2017 PLANETARY RENT GAPS 5.8839009 111 22.200000
RA 3 COCOLA-GANT A;GAGO A 2021 AIRBNB, BUY-TO-LET INVESTMENT AND TOURISM-DRIVEN DISPLACEMENT: A CASE STUDY IN LISBON 5.8458928 93 93.000000
RA 3 SHIN HB;KIM S-H 2016 THE DEVELOPMENTAL STATE, SPECULATIVE URBANISATION AND THE POLITICS OF DISPLACEMENT IN GENTRIFYING SEOUL 4.6681301 92 15.333333
RA 3 ANGUELOVSKI I;CONNOLLY… 2018 ASSESSING GREEN GENTRIFICATION IN HISTORICALLY DISENFRANCHISED NEIGHBORHOODS: A LONGITUDINAL AND SPATIAL ANALYSIS OF BARCE… 2.9480279 134 33.500000
RA 3 BARTON M 2016 AN EXPLORATION OF THE IMPORTANCE OF THE STRATEGY USED TO IDENTIFY GENTRIFICATION 5.6099867 69 11.500000
RA 3 TIMBERLAKE JM;JOHNS-WO… 2017 NEIGHBORHOOD ETHNORACIAL COMPOSITION AND GENTRIFICATION IN CHICAGO AND NEW YORK, 1980 TO 2010 5.5265865 58 11.600000
RA 3 HOCHSTENBACH C;MUSTERD S 2018 GENTRIFICATION AND THE SUBURBANIZATION OF POVERTY: CHANGING URBAN GEOGRAPHIES THROUGH BOOM AND BUST PERIODS 2.6286334 108 27.000000
RA 3 SIGLER T;WACHSMUTH D 2016 TRANSNATIONAL GENTRIFICATION: GLOBALISATION AND NEIGHBOURHOOD CHANGE IN PANAMA’S CASCO ANTIGUO 5.4409662 52 8.666667
RA 3 AALBERS MB 2019 INTRODUCTION TO THE FORUM: FROM THIRD TO FIFTH-WAVE GENTRIFICATION 3.6319746 67 22.333333
Research Area 4: RA 4
RA 4 DING D;LAWSON KD;KOLBE… 2016 THE ECONOMIC BURDEN OF PHYSICAL INACTIVITY: A GLOBAL ANALYSIS OF MAJOR NON-COMMUNICABLE DISEASES 1.4886363 923 153.833333
RA 4 GUTHOLD R;STEVENS GA;R… 2020 GLOBAL TRENDS IN INSUFFICIENT PHYSICAL ACTIVITY AMONG ADOLESCENTS: A POOLED ANALYSIS OF 298 POPULATION-BASED SURVEYS WITH … 1.2699444 707 353.500000
RA 4 CORDER K;SHARP SJ;ATKI… 2016 AGE-RELATED PATTERNS OF VIGOROUS-INTENSITY PHYSICAL ACTIVITY IN YOUTH: THE INTERNATIONAL CHILDREN’S ACCELEROMETRY DATABASE 5.7213028 64 10.666667
RA 4 CARSON V;TREMBLAY MS;C… 2016 ASSOCIATIONS BETWEEN SLEEP DURATION, SEDENTARY TIME, PHYSICAL ACTIVITY, AND HEALTH INDICATORS AMONG CANADIAN CHILDREN AND … 1.6727324 197 32.833333
RA 4 KATZMARZYK PT;DENSTEL … 2016 RESULTS FROM THE UNITED STATES OF AMERICA’S 2016 REPORT CARD ON PHYSICAL ACTIVITY FOR CHILDREN AND YOUTH 2.8269012 115 19.166667
RA 4 STEENE-JOHANNESSEN J;H… 2020 VARIATIONS IN ACCELEROMETRY MEASURED PHYSICAL ACTIVITY AND SEDENTARY TIME ACROSS EUROPE-HARMONIZED ANALYSES OF 47,497 CHIL… 3.7374749 71 35.500000
RA 4 MCMAHON EM;CORCORAN P;… 2017 PHYSICAL ACTIVITY IN EUROPEAN ADOLESCENTS AND ASSOCIATIONS WITH ANXIETY, DEPRESSION AND WELL-BEING 1.1284161 229 45.800000
RA 4 CUREAU FV;DA SILVA TLN… 2016 ERICA: LEISURE-TIME PHYSICAL INACTIVITY IN BRAZILIAN ADOLESCENTS 4.0354170 64 10.666667
RA 4 VAN HECKE L;LOYEN A;VE… 2016 VARIATION IN POPULATION LEVELS OF PHYSICAL ACTIVITY IN EUROPEAN CHILDREN AND ADOLESCENTS ACCORDING TO CROSS-EUROPEAN STUDI… 2.7217505 93 15.500000
RA 4 CARLIN A;PERCHOUX C;PU… 2017 A LIFE COURSE EXAMINATION OF THE PHYSICAL ENVIRONMENTAL DETERMINANTS OF PHYSICAL ACTIVITY BEHAVIOUR: A “DETERMINANTS OF DI… 4.1450208 60 12.000000
Research Area 5: RA 5
RA 5 LEMOY R;CARUSO G 2021 RADIAL ANALYSIS AND SCALING OF URBAN LAND USE 1.0086618 0 0.000000
RA 5 GLUMAC B 2021 TINY PORTABLE HOME: MEASURING THE RENTAL PREFERENCES 0.0693290 0 0.000000
RA 5 KHOLODILIN KA;LIMONOV … 2021 HOUSING RENT DYNAMICS AND RENT REGULATION IN ST. PETERSBURG (1880–1917) 0.0840580 0 0.000000
RA 5 BOUR C;SCHMITZ S;AHNE … 2021 SCOPING REVIEW PROTOCOL ON THE USE OF SOCIAL MEDIA FOR HEALTH RESEARCH PURPOSES 0.0270270 2 2.000000
RA 5 DELLOYE J;THOMAS I 2021 A GENERAL MODEL OF DYNAMIC SPATIAL INTERACTIONS 0.0176991 0 0.000000
RA 5 KILGARRIFF P;LEMOY R;C… 2021 GIBRAT’S LAW AND THE CHANGE IN ARTIFICIAL LAND USE WITHIN AND BETWEEN EUROPEAN CITIES 4.8154611 0 0.000000
RA 5 GLUMAC B;ISLAM N 2020 HOUSING PREFERENCES FOR ADAPTIVE RE-USE OF OFFICE AND INDUSTRIAL BUILDINGS: DEMAND SIDE 0.0544189 10 5.000000
RA 5 SIKK K;CARUSO G 2020 A SPATIALLY EXPLICIT AGENT-BASED MODEL OF CENTRAL PLACE FORAGING THEORY AND ITS EXPLANATORY POWER FOR HUNTER-GATHERERS SET… 0.0190476 2 1.000000
RA 5 SU X;SPIERINGS B;DIJST… 2020 ANALYSING TRENDS IN THE SPATIO-TEMPORAL BEHAVIOUR PATTERNS OF MAINLAND CHINESE TOURISTS AND RESIDENTS IN HONG KONG BASED O… 0.0219780 17 8.500000
RA 5 AHNE A;ORCHARD F;TANNI… 2020 INSULIN PRICING AND OTHER MAJOR DIABETES-RELATED CONCERNS IN THE USA: A STUDY OF 46 407 TWEETS BETWEEN 2017 AND 2019 0.0725616 6 3.000000
Research Area 6: RA 6
RA 6 DE VOS J;MOKHTARIAN PL… 2016 TRAVEL MODE CHOICE AND TRAVEL SATISFACTION: BRIDGING THE GAP BETWEEN DECISION UTILITY AND EXPERIENCED UTILITY 6.3998277 191 31.833333
RA 6 DE VOS J 2020 THE EFFECT OF COVID-19 AND SUBSEQUENT SOCIAL DISTANCING ON TRAVEL BEHAVIOR 2.8061369 359 179.500000
RA 6 DE VOS J;WITLOX F 2017 TRAVEL SATISFACTION REVISITED. ON THE PIVOTAL ROLE OF TRAVEL SATISFACTION IN CONCEPTUALISING A TRAVEL BEHAVIOUR PROCESS 11.1851226 78 15.600000
RA 6 CHATTERJEE K;CHNG S;CL… 2020 COMMUTING AND WELLBEING: A CRITICAL OVERVIEW OF THE LITERATURE WITH IMPLICATIONS FOR POLICY AND FUTURE RESEARCH 8.7281078 86 43.000000
RA 6 SINGLETON PA 2019 WALKING (AND CYCLING) TO WELL-BEING: MODAL AND OTHER DETERMINANTS OF SUBJECTIVE WELL-BEING DURING THE COMMUTE 9.0133514 81 27.000000
RA 6 FRIMAN M;GÄRLING T;ETT… 2017 HOW DOES TRAVEL AFFECT EMOTIONAL WELL-BEING AND LIFE SATISFACTION? 8.5649187 84 16.800000
RA 6 DE VOS J 2019 ANALYSING THE EFFECT OF TRIP SATISFACTION ON SATISFACTION WITH THE LEISURE ACTIVITY AT THE DESTINATION OF THE TRIP, IN REL… 9.4189123 66 22.000000
RA 6 ZHU J;FAN Y 2018 COMMUTE HAPPINESS IN XI’AN, CHINA: EFFECTS OF COMMUTE MODE, DURATION, AND FREQUENCY 11.0857708 52 13.000000
RA 6 DE VOS J 2018 DO PEOPLE TRAVEL WITH THEIR PREFERRED TRAVEL MODE? ANALYSING THE EXTENT OF TRAVEL MODE DISSONANCE AND ITS EFFECT ON TRAVEL… 9.0292009 62 15.500000
RA 6 ZHU J;FAN Y 2018 DAILY TRAVEL BEHAVIOR AND EMOTIONAL WELL-BEING: EFFECTS OF TRIP MODE, DURATION, PURPOSE, AND COMPANIONSHIP 8.3967209 61 15.250000
Research Area 7: RA 7
RA 7 ROBINSON G 2021 CAPTURING A MOVING TARGET: INTERVIEWING FINTECH EXPERTS VIA LINKEDIN 0.0329894 0 0.000000
RA 7 LAMOUR C 2021 RESEARCHING MEDIASPACE IN A EUROPEAN CROSS-BORDER REGION: THE MEANING OF PLACES AND THE FUNCTION OF BORDERS 0.2831185 2 2.000000
RA 7 DOERR J-T;TAYLOR AIKEN G 2021 TRANSFORMATIVE PRAGMATISM: HOW A DIVERSITY OF LEITBILDER IS HARNESSED FOR RURAL TRANSFORMATION IN RÉIDEN, LUXEMBOURG 0.0530303 2 2.000000
RA 7 LAMOUR C 2021 INTERVIEWING A RIGHT-WING POPULIST LEADER DURING THE 2019 EU ELECTIONS: CONFLICTUAL SITUATIONS AND EQUIVOCATION BEYOND BOR… 0.1393061 4 4.000000
RA 7 DURAND F 2021 WHAT TYPES OF CULTURAL COOPERATION EXIST IN EUROPEAN CROSS-BORDER AREAS? 0.9606823 0 0.000000
RA 7 CHEN J;GERBER P;RAMADI… 2021 SOCIAL-SPATIAL DYNAMICS OF WORKERS IN THE LORRAINE REGION (FRANCE) IN VIEW OF LUXEMBOURG CROSSBORDER METROPOLISATION 0.5827735 0 0.000000
RA 7 CARLS P 2021 APPROACHING RIGHT-WING POPULISM IN THE CONTEXT OF TRANSNATIONAL ECONOMIC INTEGRATION: LESSONS FROM LUXEMBOURG 0.0821284 2 2.000000
RA 7 LAMOUR C;LORENTZ N 2021 MASS MEDIA AND THE ATTRACTION OF THE ARTS IN SMALL-SIZE GLOBAL CITIES: THE (RE)DISTRIBUTION OF CULTURAL CAPITAL 0.3602255 1 1.000000
RA 7 KAUCIC J;SOHN C 2021 MAPPING THE CROSS-BORDER COOPERATION ‘GALAXY’: AN EXPLORATION OF SCALAR ARRANGEMENTS IN EUROPE 1.5655355 4 4.000000
RA 7 LAMOUR C 2021 ORBÁN URBI ET ORBI: CHRISTIANITY AS A NODAL POINT OF RADICAL-RIGHT POPULISM 0.1112614 6 6.000000
Research Area 8: RA 8
RA 8 DE HAAS M;FABER R;HAME… 2020 HOW COVID-19 AND THE DUTCH ‘INTELLIGENT LOCKDOWN’ CHANGE ACTIVITIES, WORK AND TRAVEL BEHAVIOUR: EVIDENCE FROM LONGITUDINAL… 1.3188970 224 112.000000
RA 8 KROESEN M;HANDY S;CHOR… 2017 DO ATTITUDES CAUSE BEHAVIOR OR VICE VERSA? AN ALTERNATIVE CONCEPTUALIZATION OF THE ATTITUDE-BEHAVIOR RELATIONSHIP IN TRAVE… 2.0171381 138 27.600000
RA 8 LANZINI P;KHAN SA 2017 SHEDDING LIGHT ON THE PSYCHOLOGICAL AND BEHAVIORAL DETERMINANTS OF TRAVEL MODE CHOICE: A META-ANALYSIS 2.6419877 102 20.400000
RA 8 ZHAO P;LI S 2017 BICYCLE-METRO INTEGRATION IN A GROWING CITY: THE DETERMINANTS OF CYCLING AS A TRANSFER MODE IN METRO STATION AREAS IN BEIJING 2.4441978 105 21.000000
RA 8 MUÑOZ B;MONZON A;LÓPEZ E 2016 TRANSITION TO A CYCLABLE CITY: LATENT VARIABLES AFFECTING BICYCLE COMMUTING 3.5907886 65 10.833333
RA 8 FERNÁNDEZ-HEREDIA Á;JA… 2016 MODELLING BICYCLE USE INTENTION: THE ROLE OF PERCEPTIONS 2.6505362 48 8.000000
RA 8 ZAILANI S;IRANMANESH M… 2016 IS THE INTENTION TO USE PUBLIC TRANSPORT FOR DIFFERENT TRAVEL PURPOSES DETERMINED BY DIFFERENT FACTORS? 2.2895228 54 9.000000
RA 8 HOFFMANN C;ABRAHAM C;W… 2017 WHAT COGNITIVE MECHANISMS PREDICT TRAVEL MODE CHOICE? A SYSTEMATIC REVIEW WITH META-ANALYSIS 2.4659860 50 10.000000
RA 8 VIJ A;WALKER JL 2016 HOW, WHEN AND WHY INTEGRATED CHOICE AND LATENT VARIABLE MODELS ARE LATENTLY USEFUL 0.8713060 139 23.166667
RA 8 GENG J;LONG R;CHEN H;LI W 2017 EXPLORING THE MOTIVATION-BEHAVIOR GAP IN URBAN RESIDENTS’ GREEN TRAVEL BEHAVIOR: A THEORETICAL AND EMPIRICAL STUDY 1.9433925 51 10.200000
Research Area 9: RA 9
NA AWASTHI A;OMRANI H 2019 A GOAL-ORIENTED APPROACH BASED ON FUZZY AXIOMATIC DESIGN FOR SUSTAINABLE MOBILITY PROJECT SELECTION 0.1693548 78 26.000000
NA MA T-Y;RASULKHANI S;CH… 2019 A DYNAMIC RIDESHARING DISPATCH AND IDLE VEHICLE REPOSITIONING STRATEGY WITH INTEGRATED TRANSIT TRANSFERS 0.1033525 50 16.666667
NA DOCQUIER F;IFTIKHAR Z 2019 BRAIN DRAIN, INFORMALITY AND INEQUALITY: A SEARCH-AND-MATCHING MODEL FOR SUB-SAHARAN AFRICA 0.2980151 9 3.000000
NA YANG M;DIJST M;FABER J… 2020 USING STRUCTURAL EQUATION MODELING TO EXAMINE PATHWAYS BETWEEN PERCEIVED RESIDENTIAL GREEN SPACE AND MENTAL HEALTH AMONG I… 0.1386889 18 9.000000
NA YANG M;DIJST M;HELBICH M 2018 MENTAL HEALTH AMONG MIGRANTS IN SHENZHEN, CHINA: DOES IT MATTER WHETHER THE MIGRANT POPULATION IS IDENTIFIED BY HUKOU OR B… 0.1368160 18 4.500000
NA BURZYNSKI M;DEUSTER C;… 2020 GEOGRAPHY OF SKILLS AND GLOBAL INEQUALITY 0.3652646 6 3.000000
NA MA T-Y 2017 ON-DEMAND DYNAMIC BI-/MULTI-MODAL RIDE-SHARING USING OPTIMAL PASSENGER-VEHICLE ASSIGNMENTS 0.0844444 13 2.600000
NA KUÉPIÉ M;TENIKUE M;WAL… 2016 SOCIAL NETWORKS AND SMALL BUSINESS PERFORMANCE IN WEST AFRICAN BORDER REGIONS 0.1000000 10 1.666667
NA DOCQUIER F;KONE ZL;MAT… 2019 LABOR MARKET EFFECTS OF DEMOGRAPHIC SHIFTS AND MIGRATION IN OECD COUNTRIES 0.1799017 5 1.666667
NA DJAJIĆ S;DOCQUIER F;MI… 2019 OPTIMAL EDUCATION POLICY AND HUMAN CAPITAL ACCUMULATION IN THE CONTEXT OF BRAIN DRAIN 0.1708648 5 1.666667

Development

Connectivity between the research areas

Knowledge Bases, Research Areas & Topics

Technical description

In a bibliographic coupling network, the coupling-strength between publications is determined by the number of commonly cited references they share, assuming a common pool of references to indicate similarity in context, methods, or theory. Formally, the strength of the relationship between a publication pair \(i\) and \(j\) (\(s_{i,j}^{bib}\)) is expressed by the number of commonly cited references.

\[s_{i,j}^{bib} = \sum_m c_{i,m} c_{j,m}\]

Since our corpus contains publications which differ strongly in terms of the number of cited references, we normalize the coupling strength by the Jaccard similarity coefficient. Here, we weight the intercept of two publications’ bibliography (shared refeences) by their union (number of all references cited by either \(i\) or \(j\)). It is bounded between zero and one, where one indicates the two publications to have an identical bibliography, and zero that they do not share any cited reference. Thereby, we prevent publications from having high coupling strength due to a large bibliography (e.g., literature surveys).

\[S_{i,j}^{jac-bib} =\frac{C(i \cap j)}{C(i \cup j)} = \frac{s_{i,j}^{bib}}{c_i + c_j - s_{i,j}^{bib}}\]

More recent articles have a higher pool of possible references to co-cite to, hence they are more likely to be coupled. Consequently, bibliographic coupling represents a forward looking measure, and the method of choice to identify the current knowledge frontier at the point of analysis.

Endnotes

All results are preliminary so far…